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This page provides an in-depth analysis of user engagement patterns with the Jargon Chrome extension, strictly following the structure and content of the final report. All plots are interactive and presented in the same order as the report.
Figure 1 Description: This bar chart shows the distribution of questions generated across different language categories. Spanish leads in question generation, followed by GlizzyTalk and Tamil, indicating these are the most popular learning categories among users. The variation in question counts suggests different levels of engagement across language options, which could inform future content development priorities.
Figure 2 Description: The time series plot reveals the daily pattern of question generation over time. Notable spikes in activity occur periodically, particularly around December, 2024, suggesting possible promotional events or user engagement initiatives. The baseline activity shows consistent but relatively low engagement, indicating opportunities for improving regular user participation.
Figure 3 Description: Interactive bar chart of the top 10 blocked websites by users.
Figure 4 Description: Stacked bar chart showing sentiment distribution by language mode.
Figure 5 Description: Interactive bar plots of top terms for each LDA topic.
Figure 6 Description: Interactive heatmap of correlations between user features and engagement metrics.
Figure 7 Description: PCA scatter plot of user engagement colored by user group.
Table 1 Description: Interactive table of ordinal regression coefficients for user group score.
A summary of the main findings and recommendations is provided below. For the full discussion, see the Conclusions page.